{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()  # an empty figure with no axes\n",
    "fig.suptitle('No axes on this figure')  # Add a title so we know which it is\n",
    "\n",
    "fig, ax_lst = plt.subplots(2, 3)  # a figure with a 2x2 grid of Axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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dB/j+kI5MGNGHZg3UH0giF8msoWIze57QOQIHVoTn/4tIgPbmFfDgguW88OmXJLdsyD+vG8rJ3RODLktiUCSzhi4gNEtoNaEmcV3M7AZ3XxDt4kSkbG8v387EmRlsy83julO78KvzetKwrprEydGJ5G/O74Az3T0bwMy6AfMABYFIFdu9P597X85i1heb6dmmMU/84GROSFaTODk2kQTB9q9DIGwNofsLiEgVcXfmpm/h7jlZ5OYV8POze3Dzmd2pW0ftIeTYHTYIzOyS8MMsM5sPvEToHMHlwOdVUJuIANty87hjZiZvLNvG8R2a8dBlQ+ndVk3ipPIcaY/gwhKPtwGnhx/vALQvKhJl7s6/P9/Ab+cvo6ComDtG9uHaU7tQW+0hpJIdNgjcXS2hRQKyftd+bp+RwUerdzGsa0sevGQAnRMbBV2W1FCRzBrqAvwP0Lnk+PLaUItIxRUVO899uJZHX1tBQq1a3D8mhSsGd1STOImqSE4WzwKeIXQ1cXF0yxGJXyu2hprEfbFhD2f3bs19Y/qT1ExN4iT6IgmCPHf/U9QrEYlT+YXFPPFONn95O5sm9RP40/dP4MIBSWoSJ1UmkiB4zMwmAa8Bh75e6O6Lo1aVSJxYsmEP46ans2LbXkYPbMekC/vRslHdoMuSOBNJEKQAVwFn8f+Hhjz8XESOwsH8In7/+gqe+WAtrZvU55kfp3J2HzWJk2BEEgRjgK7unh/tYkTiwUerd3L7jAzW7zrAlUOTmTCiN03rq0mcBCeSIFgCNEdXE4sck9y8Ah6Yv5wXP/uSTsc15MXrh3FSt+OCLkskoiBoAyw3s8/55jkCTR8VidAbS7dxx6wMduw9xNjTuvLLc3rSoK5u/S3VQyRBMCnqVYjUULv2HeKel5cyZ8lmerdtwtSrUjm+Y/OgyxL5hkjuR/BuVRQiUpO4O3OWbObuOVnsO1TIr87tyY2nd1OTOKmWIrmyeC//f4/iukACsN/dj9j1ysw6AtOAtoRmG01198dKjTkDmA2sDS+a4e73VmQFRKqbLTkHuXNmJm8u387Ajs15+LIB9GzTJOiyRA4rkj2Cb/wNNrOLgSERfHYh8Gt3X2xmTYBFZva6uy8tNe59dx8VccUi1VRxsfPi51/ywPzlFBU7d43qy9Und1aTOKn2KnxLI3efZWYTIhi3BdgSfrzXzJYB7YHSQSAS89bu3M+EtHQ+XbubU7ofxwNjBpB8XMOgyxKJSCSHhi4p8bQWkMr/HyqKiJl1Bk4gdN/j0k4ysyXAZuBWd88q4/1jgbEAycnJFflqkagqLCrm2Q/X8rvXVlK3Ti0eujSF76Z2VHsIiSmR7BGUvC9BIbAOGB3pF5hZYyAN+IW755Z6eTHQyd33mdlIQg3uepT+DHefCkwFSE1NrVAIiUTLsi25jE9LJ31jDuf2bcN9F/enTdP6QZclUmGRnCM46vsSmFkCoRB4wd1nlPHZuSUezzezJ8ws0d13Hu13ikTbocIi/vL2ap54O5tmDRJ4/MoTuCBFTeIkdkVyaKgVcD3fvh/BteW8zwi1r17m7r8/zJi2wDZ3dzMbQujQ066IqxepYou//Irx09NZtX0fl5zQnrtG9aWFmsRJjIvk0NBs4H3gDaCoAp99CqFmdRlm9kV42UQgGcDdpwCXATeZWSFwELjC3XXoR6qdA/mFPPrqSp77aC1JTevz3DWDObNX66DLEqkUkQRBQ3cfX9EPdvcPgCPuK7v748DjFf1skar0YfZOJsxIZ8Pug1w1rBPjhveiiZrESQ0SSRDMNbOR7j4/6tWIVCM5Bwu4f94y/r1wA10SG/HvscMY2lVN4qTmiSQIfg5MNLNDQAGhf+V7eVcWi8Sy17K2cuesTHbtz+fG07vxi3N6UD9BTeKkZqrwlcUiNdmOvYe4++Us5qVvoU9SU5758WBSOjQLuiyRqKrwlcUiNZG7M/O/m7h37lIOHCri1vN6csPp3UiorSZxUvMpCCTubdpzkDtmZvDOih0MSg41ieveWjvCEj8UBBK3ioudFz5dz4MLluPA3Rf25aqT1CRO4k9EQWBmpwI93P258AVmjd19bXnvE6mu1uzYx4S0DD5bt5vv9Ejk/jEpdGypJnESnyK5sngSoUZzvYDnCN2P4B+ELhgTiSmFRcU8/f5a/vDGSurXqcUjlw3gshM7qD2ExLVI9gjGEOocuhjA3TeH7y8gElOyNucwPi2dzE25nN+vDZNH96e1msSJRBQE+eFeQA5gZo2iXJNIpcorKOLPb61iyrtraNGwLk/+YBAjUpKCLkuk2ogkCF4ys6eA5mZ2PXAt8HR0yxKpHIvW72bc9HRW79jPpYM6cNeoPjRvqCZxIiVFckHZo2Z2LpBL6DzBb9z99ahXJnIM9h8q5JFXV/D8x+to16wBz187hNN7tgq6LJFqKaJZQ+7+upl9+vV4M2vp7rujWpnIUXpv5Q5un5HB5pyD/GhYJ24b3pvG9TRTWuRwIpk1dANwL6E20cWEew0BXaNbmkjF5BwoYPK8pUxftJGurRrx0g0nMbhzy6DLEqn2Ivln0q1AP901TKqzVzK3cNfsLHbvz+enZ3TjZ2erSZxIpCIJgtXAgWgXInI0tu/NY9LsLBZkbqVvUlOeu3ow/durSZxIRUQSBLcDH4XPERz6eqG7/yxqVYmUw92Zvmgj981bxsGCIm47vxdjT+uqJnEiRyGSIHgKeAvIIHSOQCRQG3YfYOLMDN5ftZPUTi148NIBdG/dOOiyRGJWJEFQ6O6/inolIuUoLnamfbyOh19dgQH3ju7HD4d2opaaxIkck0iC4G0zGwu8zDcPDWn6qFSZ7O37mJCWzsL1X3Faz1bcP6Y/HVqoSZxIZYgkCK4M/3l7iWWaPipVoqComKnvreGxN1bRoG5tfnf58VwyqL2axIlUokiuLO5SFYWIlJa5KYdx09NZuiWXkSltueei/rRqUi/oskRqnEguKEsAbgJOCy96B3jK3QuiWJfEsbyCIh57cxVT31tDy0Z1mfLDQQzvryZxItESyaGhJwndg+CJ8POrwsuui1ZREr8+X7eb8dPTWbNzP5ef2IE7L+hLs4YJQZclUqNFEgSD3f34Es/fMrMl5b3JzDoC04C2hKadTnX3x0qNMeAxYCShi9audvfFkRYvNce+Q4U8/Mpypn28ng4tGvD3nwzhOz3UJE6kKkQSBEVm1s3dVwOYWVegKIL3FQK/dvfF4RvZLDKz1919aYkxI4Ae4Z+hhPY0hlZoDSTmvb1iO3fMyGBLbh7XnNKZW8/rRSM1iROpMpH833YboSmkawg1nOsEXFPem9x9C7Al/HivmS0D2gMlg2A0MM3dHfjEzJqbWVL4vVLDfbU/n8lzlzLjv5vo3rox0288mRM7tQi6LJG4E8msoTfNrAehexEYsNzdD5Xztm8ws86Ebnf5aamX2gMbSjzfGF72jSAIX8cwFiA5ObkiXy3VkLszP2Mrk+ZksudAAbec2Z3/Obs79eqoSZxIEMptzGJmlwN13T0duBB40cwGRfoFZtYYSAN+4e65pV8u4y3+rQXuU9091d1TW7XSceNYtj03jxv+voib/7mYpGYNmHPLqdx6fi+FgEiAIjk0dJe7/8fMTgXOBx4lwmP54amnacAL7j6jjCEbgY4lnncANkdQk8QYd+c/Czcyed5S8guLmTCiN9ed2oU6ahInEriIThaH/7wAeNLdZ5vZ3eW9KTwj6Blgmbv//jDD5gC3mNm/CAVLjs4P1Dxf7go1ifsgeydDurTkwUtS6NpKTeJEqotIgmBT+Ob15wAPmVk9IjikBJxC6JqDDDP7IrxsIpAM4O5TgPmEpo5mE5o+Wu5JaIkdRcXO3z5ax6OvrqB2LeO+i/tz5ZBkNYkTqWYiCYLvAsOBR919j5klEZpJdETu/gFlnwMoOcaBmyMpVGLLqm17GZeWzn+/3MMZvVpx/5gU2jVvEHRZIlKGSGYNHQBmlHj+f9NCRUrLLyxmyrurefytbBrVq80fvzeQ0QPbqUmcSDWmq3ak0qRv3MO46eks37qXUQOSuPuifiQ2VpM4kepOQSDHLK+giD+8vpKn319DYuN6TL3qRM7r1zboskQkQgoCOSafrNnFhLR01u06wPeHdGTCiD40a6AmcSKxREEgR2VvXgEPLljOC59+SXLLhvzzuqGc3D0x6LJE5CgoCKTC3lq+jTtmZrItN4/rTu3Cr87rScO6+qskEqv0f69EbPf+fO59OYtZX2ymR+vGPHHTyZyQrCZxIrFOQSDlcndeTt/C3XOyyD1YwM/P7sFPz+ym/kAiNYSCQI5oa04ed87K5I1l2zi+QzMeun4ovds2DbosEalECgIpk7vzr883cP+8ZRQUF3PHyD5ce2oXaqs9hEiNoyCQb1m/az8T0jL4eM0uhnVtyYOXDKBzYqOgyxKRKFEQyP8pKnae+3Atj762goRatbh/TApXDO6oJnEiNZyCQABYsTXUJG7Jhj2c3bs1943pT1IzNYkTiQcKgjiXX1jME+9k85e3s2lSP4HHrhjIRcerSZxIPFEQxLEvNuxh/PR0Vmzby+iB7fjNqL4cpyZxInFHQRCHDuYX8bvXVvDsh2tp3aQ+z/w4lbP7tAm6LBEJiIIgzny0eicT0jL4cvcBrhyazIQRvWlaX03iROKZgiBO5OYV8MD8Zbz42QY6HdeQF68fxkndjgu6LBGpBhQEceCNpdu4Y1YGO/YeYuxpXfnlOT1pUFftIUQkREFQg+3ad4i7X17Ky0s207ttE6ZelcrxHZsHXZaIVDMKghrI3Zn9xWbueTmLfYcK+dW5Pbnx9G7UrVMr6NJEpBpSENQwm/cc5M5Zmby1fDsDOzbn4csG0LNNk6DLEpFqTEFQQxQXO//87EseXLCcomLnrlF9ufrkzmoSJyLlUhDUAGt37mdCWjqfrt3NKd2P44ExA0g+rmHQZYlIjIhaEJjZs8AoYLu79y/j9TOA2cDa8KIZ7n5vtOqpiQqLinnmg7X8/vWV1K1Ti4cuTeG7qR3VHkJEKiSaewR/Ax4Hph1hzPvuPiqKNdRYSzfnMj4tnYxNOZzbtw33XdyfNk3rB12WiMSgqAWBu79nZp2j9fnx6lBhEY+/lc2T76ymecME/nLlIEamtNVegIgctaDPEZxkZkuAzcCt7p5V1iAzGwuMBUhOTq7C8qqXReu/YnxaOtnb93HJCe25a1RfWjSqG3RZIhLjggyCxUAnd99nZiOBWUCPsga6+1RgKkBqaqpXXYnVw4H8Qh55dQV/+2gdSU3r89w1gzmzV+ugyxKRGiKwIHD33BKP55vZE2aW6O47g6qpOvpg1U4mzEhn41cHuWpYJ8YN70UTNYkTkUoUWBCYWVtgm7u7mQ0BagG7gqqnusk5WMBv5y3lpYUb6ZLYiH+PHcbQrmoSJyKVL5rTR18EzgASzWwjMAlIAHD3KcBlwE1mVggcBK5w97g77FOWV7O2ctesTHbtz+emM7rx87N7UD9BTeJEJDqiOWvo++W8/jih6aUStmPvIe6ek8W8jC30SWrKMz8eTEqHZkGXJSI1XNCzhoRQk7gZizdx79ylHMwv4rbzezH2tK4k1FaTOBGJPgVBwDbtOcjEGRm8u3IHg5JDTeK6t1aTOBGpOgqCgBQXO//4dD0PLViOA3df2JerTlKTOBGpegqCAKzesY8Jael8vu4rvtMjkfvHpNCxpZrEiUgwFARVqKComKffX8Mf31hF/Tq1eOSyAVx2Yge1hxCRQCkIqkjmphzGp6WTtTmX4f3acu/F/WjdRE3iRCR4CoIoyyso4s9vrWLKu2to0bAuT/5gECNSkoIuS0Tk/ygIomjhut2MS0tnzY79XDqoA3eN6kPzhmoSJyLVi4IgCvYfCjWJe/7jdbRr1oDnrx3C6T1bBV2WiEiZFASV7N2VO5g4I4PNOQf58Umdue38XjSqp//MIlJ96TdUJdlzIJ/Jc5eRtngjXVs14j83nERq55ZBlyUiUi4FQSVYkLGFu2Zn8dWBfG4+sxv/c5aaxIlI7FAQHIPtuXn8ZnYWr2RtpV+7pjx/7WD6tVOTOBGJLQqCo+DuTF+0kclzl5JXWMy44b24/jtqEicisUlBUEEbdh9g4gyM5eoAAAYSSURBVMwM3l+1k8GdW/DgpQPo1qpx0GWJiBw1BUGEioqdv3+8jodfXYEBk0f34wdDO1FLTeJEJMYpCCKQvX0v49MyWLT+K07v2YrfjulPhxZqEiciNYOC4AgKiop56t3V/OnNbBrWq83vv3s8Y05oryZxIlKjKAgOI3NTDrdNT2fZllwuSEni7ov60apJvaDLEhGpdAqCUvIKivjjG6t4+v01tGxUlyk/PJHh/dsGXZaISNQoCEr4bO1uJqSls2bnfr6X2pGJI/vQrGFC0GWJiESVggDYm1fAw6+s4O+frKdDiwb84ydDObVHYtBliYhUibgPgrdXbOeOGRlsyc3j2lO6cOv5PWlYN+7/s4hIHInb33hf7c9n8tylzPjvJrq3bsz0G0/mxE4tgi5LRKTKRS0IzOxZYBSw3d37l/G6AY8BI4EDwNXuvjha9XzN3ZmXsYVJs7PIOVjAz87qzs1ndadeHTWJE5H4FM09gr8BjwPTDvP6CKBH+Gco8GT4z6jZlpvHXbMyeW3pNlLaN+Mf1w2lT1LTaH6liEi1F7UgcPf3zKzzEYaMBqa5uwOfmFlzM0ty9y3RqOft5dv52b/+S35hMbeP6M1PTu1CHTWJExEJ9BxBe2BDiecbw8u+FQRmNhYYC5CcnHxUX9YlsRGDkltw90X96JLY6Kg+Q0SkJgryn8Rl9Wnwsga6+1R3T3X31Fatju7ev50TG/H8tUMUAiIipQQZBBuBjiWedwA2B1SLiEjcCjII5gA/spBhQE60zg+IiMjhRXP66IvAGUCimW0EJgEJAO4+BZhPaOpoNqHpo9dEqxYRETm8aM4a+n45rztwc7S+X0REIqP5kyIicU5BICIS5xQEIiJxTkEgIhLnLHTONnaY2Q5g/VG+PRHYWYnlBEnrUj3VlHWpKesBWpevdXL3Mq/IjbkgOBZmttDdU4OuozJoXaqnmrIuNWU9QOsSCR0aEhGJcwoCEZE4F29BMDXoAiqR1qV6qinrUlPWA7Qu5YqrcwQiIvJt8bZHICIipSgIRETiXI0MAjMbbmYrzCzbzCaU8bqZ2Z/Cr6eb2aAg6oxEBOtyhpnlmNkX4Z/fBFFneczsWTPbbmaZh3k9lrZJeesSK9uko5m9bWbLzCzLzH5expiY2C4RrkusbJf6ZvaZmS0Jr8s9ZYyp3O3i7jXqB6gNrAa6AnWBJUDfUmNGAgsI3SVtGPBp0HUfw7qcAcwNutYI1uU0YBCQeZjXY2KbRLgusbJNkoBB4cdNgJUx/P9KJOsSK9vFgMbhxwnAp8CwaG6XmrhHMATIdvc17p4P/AsYXWrMaGCah3wCNDezpKouNAKRrEtMcPf3gN1HGBIr2ySSdYkJ7r7F3ReHH+8FlhG6b3hJMbFdIlyXmBD+b70v/DQh/FN6Vk+lbpeaGATtgQ0lnm/k238hIhlTHURa50nh3cgFZtavakqrdLGyTSIVU9vEzDoDJxD612dJMbddjrAuECPbxcxqm9kXwHbgdXeP6naJ2o1pAmRlLCudppGMqQ4iqXMxoR4i+8xsJDAL6BH1yipfrGyTSMTUNjGzxkAa8At3zy39chlvqbbbpZx1iZnt4u5FwEAzaw7MNLP+7l7ynFSlbpeauEewEehY4nkHYPNRjKkOyq3T3XO/3o109/lAgpklVl2JlSZWtkm5YmmbmFkCoV+cL7j7jDKGxMx2KW9dYmm7fM3d9wDvAMNLvVSp26UmBsHnQA8z62JmdYErgDmlxswBfhQ+8z4MyHH3LVVdaATKXRcza2tmFn48hNA23VXllR67WNkm5YqVbRKu8Rlgmbv//jDDYmK7RLIuMbRdWoX3BDCzBsA5wPJSwyp1u9S4Q0PuXmhmtwCvEpp186y7Z5nZjeHXpwDzCZ11zwYOANcEVe+RRLgulwE3mVkhcBC4wsPTCqoTM3uR0KyNRDPbCEwidBIsprYJRLQuMbFNgFOAq4CM8PFogIlAMsTcdolkXWJluyQBz5tZbUJh9ZK7z43m7zC1mBARiXM18dCQiIhUgIJARCTOKQhEROKcgkBEJM4pCERE4pyCQEQkzikIRETi3P8CnFgrao2ZANwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1, 2, 3, 4])\n",
    "plt.ylabel('some numbers')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1468b150c88>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1, 2, 3, 4], [1, 4, 9, 16])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0.5, 'Company'),\n",
       " (-10000, 140000),\n",
       " Text(0.5, 0, 'Total Revenue'),\n",
       " Text(0.5, 1.0, 'Company Revenue')]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "import numpy as np\n",
    "\n",
    "data = {'Barton LLC': 109438.50,\n",
    "        'Frami, Hills and Schmidt': 103569.59,\n",
    "        'Fritsch, Russel and Anderson': 112214.71,\n",
    "        'Jerde-Hilpert': 112591.43,\n",
    "        'Keeling LLC': 100934.30,\n",
    "        'Koepp Ltd': 103660.54,\n",
    "        'Kulas Inc': 137351.96,\n",
    "        'Trantow-Barrows': 123381.38,\n",
    "        'White-Trantow': 135841.99,\n",
    "        'Will LLC': 104437.60}\n",
    "group_data = list(data.values())\n",
    "group_names = list(data.keys())\n",
    "group_mean = np.mean(group_data)\n",
    "# print(plt.style.available)\n",
    "plt.style.use('fivethirtyeight')\n",
    "# plt.rcParams.update({'figure.autolayout': True})\n",
    "fig, ax = plt.subplots()\n",
    "ax.barh(group_names, group_data,color=['b','r'])\n",
    "labels = ax.get_xticklabels()\n",
    "plt.setp(labels, rotation=-90, horizontalalignment='right')\n",
    "ax.set(xlim=[-10000, 140000], xlabel='Total Revenue', ylabel='Company',\n",
    "       title='Company Revenue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark-palette', 'seaborn-dark', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'seaborn', 'Solarize_Light2', 'tableau-colorblind10', '_classic_test']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "\n",
    "plt.rcdefaults()\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Example data\n",
    "people = ('Tom', 'Dick', 'Harry', 'Slim', 'Jim')\n",
    "y_pos = np.arange(len(people))\n",
    "performance = 3 + 10 * np.random.rand(len(people))\n",
    "error = np.random.rand(len(people))\n",
    "\n",
    "ax.barh(y_pos, performance, xerr=error, align='center')\n",
    "ax.set_yticks(y_pos)\n",
    "ax.set_yticklabels(people)\n",
    "ax.invert_yaxis()  # labels read top-to-bottom\n",
    "ax.set_xlabel('Performance')\n",
    "ax.set_title('How fast do you want to go today?')\n",
    "print(plt.style.available)\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x2304 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from matplotlib import font_manager\n",
    "# plt.figure(figsize=(20,30))\n",
    "plt.rcParams['font.sans-serif']=['SimHei']#显示中文标签 \n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "# plt.rcParams['font.size']=300\n",
    "# mpl.rcParams.update({\n",
    "#     'font.family': 'sans-serif',\n",
    "#     'font.sans-serif': ['Times New Roman'],\n",
    "#     })  # 设置全局字体\n",
    "\n",
    "df = pd.read_excel(r'C:\\华美\\PowerBI\\20200713\\谁房价最低0713.xlsx')\n",
    "df.fillna('')\n",
    "df['4月']=df['4月'].fillna(0)\n",
    "df['4月']=df['4月'].astype('int')\n",
    "# print(df)\n",
    "df0=df[(df['城市']=='上海')&(df['品牌档次']=='标准五星')&(df['4月']>0)].sort_values(by='4月',ascending=False)\n",
    "name_li=df0['酒店名称'].tolist()\n",
    "price_li=df0['4月'].tolist()\n",
    "data=dict(zip(name_li,price_li))\n",
    "\n",
    "group_data = list(data.values())[::-1]\n",
    "group_names = list(data.keys())[::-1]\n",
    "group_mean = np.mean(group_data)\n",
    "num=len(group_data)\n",
    "plt.rcParams['figure.figsize'] = [20,num/2]\n",
    "\n",
    "# print(plt.style.available)\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.rcParams.update({'figure.autolayout': True})\n",
    "fig, ax = plt.subplots()\n",
    "# color=['gray']*num\n",
    "# color[-5]='red'\n",
    "# print(color)\n",
    "barh=ax.barh(group_names,group_data,height=0.8,left=0,color='#b3b3b3')\n",
    "barh[-3].set_color('red')\n",
    "barh[-30].set_color('gray')\n",
    "# plt.text(group_names,group_data,group_data)\n",
    "\n",
    "# plt.text(0,1,'副标题')\n",
    "for y, x in enumerate(group_data):\n",
    "    plt.text(x+10, y-0.2, x)\n",
    "    if y==num-3:\n",
    "        plt.text(x-100, y-0.3, f'第{3}名',size=25,color='white')\n",
    "# ax.bar(group_names,group_data,width=0.8,bottom=0,color=color)\n",
    "my_font = font_manager.FontProperties(fname = r'C:\\Windows\\Fonts\\msyh.ttc')\n",
    "# plt.xlabel('时间',fontproperties=my_font)\n",
    "\n",
    "# labels = ax.get_xticklabels()\n",
    "# plt.setp(labels, rotation=-90)\n",
    "# ax.set(xlabel='酒店房价', ylabel='酒店名称',title='上海豪华五星酒店排名')\n",
    "plt.suptitle('上海豪华五星酒店排名',x=0.5,y=0.99,size=30)\n",
    "plt.title(label=f'同组酒店共{num}家',x=0.4,y=0.97,size=20)\n",
    "# plt.title(label=f'同组酒店共{num}家',size=20)\n",
    "# plt.xlabel('酒店房价',fontproperties=my_font,size=30)\n",
    "# plt.ylabel('酒店名称',fontproperties=my_font,size=30)\n",
    "plt.savefig(group_names[-3]+'.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from matplotlib import font_manager\n",
    "\n",
    "plt.rcParams['font.sans-serif']=['SimHei']#显示中文标签 \n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "# plt.rcParams['font.size']=3\n",
    "# mpl.rcParams.update({\n",
    "#     'font.family': 'sans-serif',\n",
    "#     'font.sans-serif': ['Times New Roman'],\n",
    "#     })  # 设置全局字体\n",
    "\n",
    "df = pd.read_excel(r'C:\\华美\\PowerBI\\20200713\\谁房价最低0713.xlsx')\n",
    "df.fillna('')\n",
    "df['4月']=df['4月'].fillna(0)\n",
    "df['4月']=df['4月'].astype('int')\n",
    "df0=df[(df['城市']=='上海')&(df['品牌档次']=='标准五星')&(df['4月']>0)]\n",
    "name_li=df0['酒店名称'].tolist()\n",
    "price_li=df0['4月'].tolist()\n",
    "data=dict(zip(name_li,price_li))\n",
    "\n",
    "group_data = list(data.values())[:25]\n",
    "group_names = list(data.keys())[:25]\n",
    "group_mean = np.mean(group_data)\n",
    "# print(plt.style.available)\n",
    "# plt.style.use('fivethirtyeight')\n",
    "# plt.rcParams.update({'figure.autolayout': True})\n",
    "fig=plt.figure(figsize=(20,10))\n",
    "# fig, ax = plt.subplots()\n",
    "plt.barh(group_names,group_data,height=0.8,left=0,color=['b','r','y','g','gray'])\n",
    "\n",
    "\n",
    "# labels = ax.get_xticklabels()\n",
    "# plt.setp(labels, rotation=-90)\n",
    "# ax.set(xlabel='房价', ylabel='酒店名称',title='排名')\n",
    "plt.title(label='排名')\n",
    "plt.xlabel('房价')\n",
    "plt.ylabel('酒店名称')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '12全网Simple plot')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 2*np.pi, 400)\n",
    "y = np.sin(x**2)\n",
    "plt.rcParams['font.sans-serif']=['SimHei']#显示中文标签 \n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(x, y)\n",
    "ax.set_title('12全网Simple plot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-1, 1, 50)\n",
    "y = 2*x + 1\n",
    "plt.figure()\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-3, 3, 50)\n",
    "y1 = 2*x + 1\n",
    "y2 = x**2\n",
    "plt.figure()\n",
    "plt.plot(x, y1)\n",
    "plt.show()\n",
    "plt.figure(num=3, figsize=(8, 5),)\n",
    "plt.plot(x, y2)\n",
    "plt.plot(x, y1, color='red', linewidth=1.0, linestyle='--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-3, 3, 50)\n",
    "y1 = 2*x + 1\n",
    "y2 = x**2\n",
    "plt.figure()\n",
    "plt.plot(x, y2)\n",
    "plt.plot(x, y1, color='red', linewidth=1.0, linestyle='--')\n",
    "plt.xlim((-1, 2))\n",
    "plt.ylim((-2, 3))\n",
    "plt.xlabel('I am x中文')\n",
    "plt.ylabel('I am y测试')\n",
    "# plt.show()\n",
    "\n",
    "new_ticks = np.linspace(-1, 2, 5)\n",
    "# print(new_ticks)\n",
    "plt.xticks(new_ticks)\n",
    "plt.yticks([-2, -1.8, -1, 1.22, 3],[r'$really\\ bad$', r'$bad$', r'$normal$', r'$good$', r'$really\\ good$'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-3, 3, 50)\n",
    "y1 = 2*x + 1\n",
    "y2 = x**2\n",
    "plt.figure()\n",
    "plt.plot(x, y2)\n",
    "plt.plot(x, y1, color='red', linewidth=1.0, linestyle='--')\n",
    "plt.xlim((-1, 2))\n",
    "plt.ylim((-2, 3))\n",
    "new_ticks = np.linspace(-1, 2, 5)\n",
    "plt.xticks(new_ticks)\n",
    "plt.yticks([-2, -1.8, -1, 1.22, 3],[r'$really\\ bad$', r'$bad$', r'$normal$', r'$good$', r'$really\\ good$'])\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.spines['bottom'].set_position(('data', 0))\n",
    "ax.xaxis.set_ticks_position('bottom')\n",
    "ax.yaxis.set_ticks_position('left')\n",
    "ax.spines['left'].set_position(('data',0))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-3, 3, 50)\n",
    "y1 = 2*x + 1\n",
    "y2 = x**2\n",
    "plt.figure()\n",
    "\n",
    "plt.xlim((-1, 2))\n",
    "plt.ylim((-2, 3))\n",
    "new_ticks = np.linspace(-1, 2, 5)\n",
    "plt.xticks(new_ticks)\n",
    "plt.yticks([-2, -1.8, -1, 1.22, 3],[r'$really\\ bad$', r'$bad$', r'$normal$', r'$good$', r'$really\\ good$'])\n",
    "\n",
    "# set line syles\n",
    "l1, = plt.plot(x, y1, label='linear line')\n",
    "l2, = plt.plot(x, y2, color='red', linewidth=1.0, linestyle='--', label='square line')\n",
    "# plt.legend(loc='upper right')\n",
    "plt.legend(labels=['up', 'down'],  loc='best')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(-3.7, 3, '$This\\\\ is\\\\ the\\\\ some\\\\ text. \\\\mu\\\\ \\\\sigma_i\\\\ \\\\alpha_t$')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.linspace(-3, 3, 50)\n",
    "y = 2*x + 1\n",
    "\n",
    "plt.figure(num=1, figsize=(8, 5),)\n",
    "plt.plot(x, y,)\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.xaxis.set_ticks_position('bottom')\n",
    "ax.spines['bottom'].set_position(('data', 0))\n",
    "ax.yaxis.set_ticks_position('left')\n",
    "ax.spines['left'].set_position(('data', 0))\n",
    "\n",
    "x0 = 1\n",
    "y0 = 2*x0 + 1\n",
    "plt.plot([x0, x0,], [0, y0,], 'k--', linewidth=2.5)\n",
    "# set dot styles\n",
    "plt.scatter([x0, ], [y0, ], s=50, color='b')\n",
    "plt.annotate(r'$2x+1=%s$' % y0, xy=(x0, y0), xycoords='data', xytext=(+30, -30),\n",
    "             textcoords='offset points', fontsize=16,\n",
    "             arrowprops=dict(arrowstyle='->', connectionstyle=\"arc3,rad=.2\"))\n",
    "plt.text(-3.7, 3, r'$This\\ is\\ the\\ some\\ text. \\mu\\ \\sigma_i\\ \\alpha_t$',\n",
    "         fontdict={'size': 16, 'color': 'r'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.linspace(-3, 3, 50)\n",
    "y = 0.1*x\n",
    "\n",
    "plt.figure()\n",
    "# 在 plt 2.0.2 或更高的版本中, 设置 zorder 给 plot 在 z 轴方向排序\n",
    "plt.plot(x, y, linewidth=10, zorder=1)\n",
    "plt.ylim(-2, 2)\n",
    "ax = plt.gca()\n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.xaxis.set_ticks_position('bottom')\n",
    "ax.spines['bottom'].set_position(('data', 0))\n",
    "ax.yaxis.set_ticks_position('left')\n",
    "ax.spines['left'].set_position(('data', 0))\n",
    "\n",
    "for label in ax.get_xticklabels() + ax.get_yticklabels():\n",
    "    label.set_fontsize(12)\n",
    "    # 在 plt 2.0.2 或更高的版本中, 设置 zorder 给 plot 在 z 轴方向排序\n",
    "    label.set_bbox(dict(facecolor='white', edgecolor='None', alpha=0.7, zorder=2))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0  1  2  3  4  5  6  7  8  9 10 11] [0.95578188 0.86174122 0.80874841 0.68979608 0.60194555 0.35109801\n",
      " 0.3428267  0.25621045 0.32352101 0.23686579 0.10191549 0.06881124]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "n = 12\n",
    "X = np.arange(n)\n",
    "Y1 = (1 - X / float(n)) * np.random.uniform(0.5, 1.0, n)\n",
    "Y2 = (1 - X / float(n)) * np.random.uniform(0.5, 1.0, n)\n",
    "\n",
    "print(X,Y1)\n",
    "plt.bar(X, +Y1)\n",
    "plt.bar(X, -Y2)\n",
    "\n",
    "# plt.barh(X, +Y1, facecolor='#9999ff', edgecolor='white')\n",
    "# plt.barh(X, -Y2, facecolor='#ff9999', edgecolor='white')\n",
    "\n",
    "\n",
    "\n",
    "# plt.xlim(-.5, n)\n",
    "# plt.xticks(())\n",
    "# plt.ylim(-1.25, 1.25)\n",
    "# plt.yticks(())\n",
    "\n",
    "for x, y in zip(X, Y1):\n",
    "    # ha: horizontal alignment\n",
    "    # va: vertical alignment\n",
    "    if x==0:\n",
    "        plt.text(x, y + 0.05, '%.2f' % y, ha='center', va='bottom',color='red')\n",
    "    else:\n",
    "        plt.text(x, y + 0.05, '%.2f' % y, ha='center', va='bottom')\n",
    "\n",
    "for x, y in zip(X, Y2):\n",
    "    # ha: horizontal alignment\n",
    "    # va: vertical alignment\n",
    "    plt.text(x, -y - 0.05, '%.2f' % y, ha='center', va='top')\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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